A non-parametric approach to estimating the entire conditional distribution of the target variable was described by [1]}. Our approach differs from Quantile Regression Forest (QRF) [1]} in the method of calculating quantiles, as shown by Equation REF . Our approach uses Quantile Regression models inside each leaf node, whereas QRF computed the quantiles empirically, across the trees.
